Papers

12094 papers

ICML2025

Discovering Spoofing Attempts on Language Model Watermarks

Summary pending...

LLMwatermarkswatermark spoofing
ICML2025

Learn to Vaccinate: Combining Structure Learning and Effective Vaccination for Epidemic and Outbreak Control

Summary pending...

Structure learningSIS modelsEpidemics
ICML2025

Reinforcement Learning with Segment Feedback

Summary pending...

Reinforcement learning (RL)segment feedbackbinary feedback
ICML2025

No Soundness in the Real World: On the Challenges of the Verification of Deployed Neural Networks

Summary pending...

sound verificationfloating point computationinterval analysis
ICML2025

Is Noise Conditioning Necessary for Denoising Generative Models?

Summary pending...

noise conditioninggenerative modelsdiffusion
ICML2025

Generative Audio Language Modeling with Continuous-valued Tokens and Masked Next-Token Prediction

Summary pending...

text-to-audioaudio language modelingcontinuous token
ICML2025

Beyond CVaR: Leveraging Static Spectral Risk Measures for Enhanced Decision-Making in Distributional Reinforcement Learning

Summary pending...

Reinforcement LearningDistributional Reinforcement LearningRisk Aversion
ICML2025

Mastering Multiple-Expert Routing: Realizable $H$-Consistency and Strong Guarantees for Learning to Defer

Summary pending...

learning to deferconsistencyrealizable H-consistency
ICML2025

Learning Smooth and Expressive Interatomic Potentials for Physical Property Prediction

Summary pending...

Machine Learning Force FieldsMachine Learning PotentialsDFT
ICML2025

A Manifold Perspective on the Statistical Generalization of Graph Neural Networks

Summary pending...

graph neural networksgeneralization
ICML2025

A Large Recurrent Action Model: xLSTM enables Fast Inference for Robotics Tasks

Summary pending...

reinforcement learningrnnxlstm
ICML2025

What Do Learning Dynamics Reveal About Generalization in LLM Mathematical Reasoning?

Summary pending...

reasoninggeneralizationmemorization
ICML2025

DiffusionVLA: Scaling Robot Foundation Models via Unified Diffusion and Autoregression

Summary pending...

vision-language-action modelsreasoning
ICML2025

Action-Dependent Optimality-Preserving Reward Shaping

Summary pending...

Reinforcement learningreward shapingintrinsic motivation
ICML2025

Learning with Exact Invariances in Polynomial Time

Summary pending...

Learning with InvariancesKernelsSpectral Theory
ICML2025

Balancing the Scales: A Theoretical and Algorithmic Framework for Learning from Imbalanced Data

Summary pending...

imbalanced dataconsistencymargin bounds
ICML2025

Towards a Formal Theory of Representational Compositionality

Summary pending...

compositionalitycomplexitydeep learning
ICML2025

Prediction via Shapley Value Regression

Summary pending...

ExplainabilityShapley Value
ICML2025

Are Large Language Models Ready for Multi-Turn Tabular Data Analysis?

Summary pending...

Tabular Data AnalysisLarge Language ModelsConversation
ICML2025

Breaking Barriers: Combinatorial Algorithms for Non-Monotone Submodular Maximization with Sublinear Adaptivity and $1/e$ Approximation

Summary pending...

submodular optimizationcombinatorial algorithmsparallel algorithms